AI-Powered Automotive Engineering: Precision, NVH, and EV Range Optimization

From cabin comfort to drivetrain efficiency — engineered with explainable AI.

Deploy high-trust workflows across NVH analysis, thermal management, and EV range optimization. Integrate with your CAD/CAE, comply with EU data requirements, and measure outcomes from day one.

EU Data Residency NVH Suite Thermal Modelling EV Range

Precision Use-Cases

Engineer measurable outcomes. Each use-case shows before/after KPIs and data prerequisites.

AI-Accelerated NVH Optimization

Identify dominant modes and paths. Accelerate design loops with ML-assisted modal correlation.

-3 dBcabin noise

-25%test cycles

mesh, test FRFsData

AI Thermal Management & Cabin Comfort

Transient thermal and HVAC tuning with hybrid CFD + surrogate models for cabin comfort and defog.

-18%HVAC load

+1.2°Ccomfort spread

CAD, BCs, logsData

Physics-Informed EV Range Optimization

Multi-physics energy model calibrated with CAN logs and road profiles; scenario optimization.

+12%city range

-10%degradation

CAN, profilesData

Workflow

From scoping datasets to explainable results and deployment handover.

Scope & Data

Define objectives, KPIs, and data prerequisites (CAD/mesh, logs, BCs).

Setup & Governance

U-pinned environment, IAM roles, lineage, and XAI Audit enabled.

Model & Validate

Hybrid Physics-Informed AI/ML models; Explainable AI (XAI) and test benches for acceptance.

Deploy & Measure

Integrate in workflows; monitor KPIs and iterate with teams.

Outcomes

Representative improvements from pilots; actuals vary by vehicle class and datasets.

average cabin noise reduction (NVH)

lower HVAC energy consumption

EV range improvement (urban)

reduction in physical test cycles

Case Studies

Explore reference projects. Logos and details under NDA upon request.

EV Drivetrain Optimization

+12% city range · Data: CAN, road profiles

Cabin NVH Reduction

-3 dB interior noise · Data: test FRFs, mesh

Thermal Comfort & HVAC

-18% HVAC load · Data: CAD, BCs, logs

Tech Stack

Integrates with your CAD/CAE and data systems; deployable in EU sovereign cloud.

CAD: CATIA / NX CAE: Abaqus / Ansys CFD: Star-CCM+ / OpenFOAM Logging: CAN / OBD Pipelines: Airflow Explainability: XAI IAM & Audit

Automotive Pilot

Start a High-Trust Pilot

Share your scope and datasets. We respond within 2 business days with a precise plan and data prerequisites.

Start High-Trust Pilot